Facilitating tourists' decision making through open data analyses: a novel recommender system

Article


Pantano, E., Priporas, C., Stylos, N. and Dennis, C. 2019. Facilitating tourists' decision making through open data analyses: a novel recommender system. Tourism Management Perspectives. 31, pp. 323-331. https://doi.org/10.1016/j.tmp.2019.06.003
TypeArticle
TitleFacilitating tourists' decision making through open data analyses: a novel recommender system
AuthorsPantano, E., Priporas, C., Stylos, N. and Dennis, C.
Abstract

A number of studies have recently been published reporting researchers' efforts to create new, more efficient recommender systems to support tourists' decision making. This current research operationalizes a recommender system by filtering user-generated data that is abundantly available online, based on individuals' evaluation criteria, to produce a dataset for analysis. Drawing upon an array of predictive models, this research proposes a new recommender system able to facilitate the tourist decision making process through successful managing of open data. It further presents a rating estimation method using ratings that pertain to online users-specified criteria (profile). The model is able to predict consumers' ratings of a certain product with high reliability starting from open data on their profiles.

KeywordsRecommender system; Tourist decision making process; Consumer information processing; Classifier systems; Open data analysis
Sustainable Development Goals3 Good health and well-being
Middlesex University ThemeHealth & Wellbeing
PublisherElsevier
JournalTourism Management Perspectives
ISSN2211-9736
Electronic2211-9744
Publication dates
Online02 Jul 2019
PrintJul 2019
Publication process dates
Submitted02 Nov 2018
Deposited21 May 2024
Output statusPublished
Digital Object Identifier (DOI)https://doi.org/10.1016/j.tmp.2019.06.003
Scopus EID2-s2.0-85068120047
Web of Science identifierWOS:000477800800029
LanguageEnglish
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Dilmperi, A., King, T. and Dennis, C. 2017. Towards a framework for identifying attitudes and intentions to music acquisition from legal and illegal channels. Psychology and Marketing. 34 (4), pp. 428-447. https://doi.org/10.1002/mar.20998
To immerse or not? Experimenting with two virtual retail environments
Papagiannidis, S., Pantano, E., See-to, E., Dennis, C. and Bourlakis, M. 2017. To immerse or not? Experimenting with two virtual retail environments. Information Technology and People. 30 (1), pp. 163-188. https://doi.org/10.1108/ITP-03-2015-0069
Generation Z consumers' expectations of interactions in smart retailing: a future agenda
Priporas, C., Stylos, N. and Fotiadis, A. 2017. Generation Z consumers' expectations of interactions in smart retailing: a future agenda. Computers in Human Behavior. 77, pp. 374-381. https://doi.org/10.1016/j.chb.2017.01.058
Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation
Priporas, C., Stylos, N., Rahimi, R. and Vedanthachari, L. 2017. Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation. International Journal of Contemporary Hospitality Management. 29 (9), pp. 2279-2301. https://doi.org/10.1108/IJCHM-08-2016-0420
Household behavior on food security during an economic crisis
Kamenidou, I., Rigas, K. and Priporas, C. 2017. Household behavior on food security during an economic crisis. in: Food Security and Sustainability Palgrave Macmillan. pp. 243-261
'You will like it!' Using open data to predict tourists' responses to a tourist attraction
Pantano, E., Priporas, C. and Stylos, N. 2017. 'You will like it!' Using open data to predict tourists' responses to a tourist attraction. Tourism Management. 60, pp. 430-438. https://doi.org/10.1016/j.tourman.2016.12.020
Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue
Pantano, E., Priporas, C. and Dennis, C. 2017. Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue. Technological Forecasting and Social Change. 124, pp. 225-227. https://doi.org/10.1016/j.techfore.2017.06.018
Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE
Pantano, E. and Dennis, C. 2017. Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE. Journal of Retailing and Consumer Services. 39, pp. 243-249. https://doi.org/10.1016/j.jretconser.2017.08.020
Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework
Zhao, S. and Priporas, C. 2017. Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework. International Marketing Review. 34 (1), pp. 5-28. https://doi.org/10.1108/IMR-01-2016-0024
The role of brand attachment strength in higher education
Dennis, C., Papagiannidis, S., Alamanos, E. and Bourlakis, M. 2016. The role of brand attachment strength in higher education. Journal of Business Research. 69 (8), pp. 3049-3057. https://doi.org/10.1016/j.jbusres.2016.01.020
The effect of mobile retailing effect on consumption experiences: a dynamic perspective
Pantano, E. and Priporas, C. 2016. The effect of mobile retailing effect on consumption experiences: a dynamic perspective. Computers in Human Behavior. 61, pp. 548-555. https://doi.org/10.1016/j.chb.2016.03.071
Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology
Al-Qeisi, K., Dennis, C., Alamanos, E. and Jayawardhena, C. 2014. Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology. Journal of Business Research. 67 (11), pp. 2282-2290. https://doi.org/10.1016/j.jbusres.2014.06.016
Competitive intelligence organization in practice: the case of a multinational retailer
Gatsoris, L., Priporas, C. and Theodoridis, C. 2015. Competitive intelligence organization in practice: the case of a multinational retailer. in: Vrontis, D., Sakka, G. and Amirkhanpour, M. (ed.) Management Innovation, Entrepreneurship: A Global Perspective Newcastle upon Tyne, UK Cambridge Scholars Publishing. pp. 152-182
Continuities in marketing sensing
Prince, M. and Priporas, C. 2015. Continuities in marketing sensing. in: Prince, M. and Priporas, C. (ed.) Market Sensing Today New York Business Experts Press. pp. 1-18
Exploring the negotiation thesis application among ski resort tourists: a segmentation approach
Vassiliadis, C., Bellou, V., Priporas, C. and Andronikidis, A. 2018. Exploring the negotiation thesis application among ski resort tourists: a segmentation approach. Journal of Hospitality and Tourism Research. 42 (5), pp. 716-739. https://doi.org/10.1177/1096348015597030
Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being
Dennis, C., Alamanos, E., Papagiannidis, S. and Bourlakis, M. 2016. Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being. Journal of Business Research. 69 (3), pp. 1061-1070. https://doi.org/10.1016/j.jbusres.2015.08.019
Pirates of the web: the curse of illegal downloading
Dilmperi, A., King, T. and Dennis, C. 2011. Pirates of the web: the curse of illegal downloading. Journal of Retailing and Consumer Services. 18 (2), pp. 132-140. https://doi.org/10.1016/j.jretconser.2010.12.004
Exploring the constraint profile of winter sports resort tourist segments
Priporas, C., Vassiliadis, C., Bellou, V. and Andronikidis, A. 2015. Exploring the constraint profile of winter sports resort tourist segments. Journal of Travel Research. 54 (5), pp. 659-671. https://doi.org/10.1177/0047287514528285
The effect of digital signage on shoppers' behavior: the role of the evoked experience
Dennis, C., Brakus, J., Gupta, S. and Alamanos, E. 2014. The effect of digital signage on shoppers' behavior: the role of the evoked experience. Journal of Business Research. 67 (11), pp. 2250-2257. https://doi.org/10.1016/j.jbusres.2014.06.013
Counterfeit purchase typologies during an economic crisis
Priporas, C., Kamenidou, I., Kapoulas, A. and Papadopoulou, F. 2015. Counterfeit purchase typologies during an economic crisis. European Business Review. 27 (1), pp. 2-16. https://doi.org/10.1108/EBR-11-2013-0132
Corporate impression formation in online communities: a qualitative study
Hallier Willi, C., Nguyen, B., Melewar, T. and Dennis, C. 2014. Corporate impression formation in online communities: a qualitative study. Qualitative Market Research: An International Journal. 17 (4), pp. 410-440. https://doi.org/10.1108/QMR-07-2013-0049
Can a company’s presence in the Net influence the purchasing behavior of the consumer in the physical store?
Priporas, C. and Karatzolas, N. 2005. Can a company’s presence in the Net influence the purchasing behavior of the consumer in the physical store? Cyprus Journal of Sciences. 3, pp. 103-114.
Young consumers' perception of food quality: an illustration from Greece
Kamenidou, I., Priporas, C., Michailidis, A. and Mamalis, S. 2003. Young consumers' perception of food quality: an illustration from Greece. Cahiers Options Méditerranéennes. 61, pp. 191-199.
Private label milk and Greek consumers' behaviour
Tzimitra-Kalogianni, I., Kamenidou, I., Priporas, C. and Tziakas, V. 2002. Private label milk and Greek consumers' behaviour. New Medit. 1 (2), pp. 29-33.
Age and gender effects on consumers’ awareness and source of awareness for food related private label brands
Tzimitra-Kalogianni, I., Kamenidou, I., Priporas, C. and Tziakas, V. 2002. Age and gender effects on consumers’ awareness and source of awareness for food related private label brands. Agricultural Economics Review. 3 (1), pp. 23-36.
Can alternative tourism be the way forward for the development of tourism in Northern Greece?
Priporas, C. and Kamenidou, I. 2003. Can alternative tourism be the way forward for the development of tourism in Northern Greece? Tourism - an International Interdisciplinary Journal. 51 (1), pp. 53-62.
Competitive intelligence activity: evidence from Greece
Priporas, C., Gatsoris, L. and Zacharis, V. 2005. Competitive intelligence activity: evidence from Greece. Marketing Intelligence & Planning. 23 (7), pp. 659-669.
Is it difficult to market a city as a convention destination? The case of Thessaloniki
Priporas, C. 2005. Is it difficult to market a city as a convention destination? The case of Thessaloniki. Journal of Convention & Event Tourism. 7 (2), pp. 87-99.
The Greek food shopper: segmentation on the basis of attitudes to store features
Bourlakis, M., Ness, M. and Priporas, C. 2006. The Greek food shopper: segmentation on the basis of attitudes to store features. EuroMed Journal of Business. 1 (2), pp. 29-49.
Examining leisure constraints for ski centre visitors: implications for services marketing
Andronikidis, A., Vasiliadis, C., Priporas, C. and Kamenidou, I. 2007. Examining leisure constraints for ski centre visitors: implications for services marketing. Journal of Hospitality & Leisure Marketing. 15 (4), pp. 69-86.
Understanding total quality management in context: qualitative research on managers' awareness of TQM aspects in the Greek service industry
Psychogios, A. and Priporas, C. 2007. Understanding total quality management in context: qualitative research on managers' awareness of TQM aspects in the Greek service industry. The Qualitative Report. 12 (1), pp. 40-66.
Exploring Marketing Information Systems (MkIS) selection and evaluation criteria: implications for suppliers
Andronikidis, A., Vassiliadis, C., Fotiadis, T. and Priporas, C. 2008. Exploring Marketing Information Systems (MkIS) selection and evaluation criteria: implications for suppliers. International Journal of Technology Marketing. 3 (1), pp. 20-38.
Services managers’ awareness of crisis management: attitudes and preparation
Priporas, C. and Poimenidis, I. 2008. Services managers’ awareness of crisis management: attitudes and preparation. Innovative Marketing. 4 (3), pp. 37-45.
Patient satisfaction measurement for in-hospital services: a pilot study in Greece
Priporas, C., Laspa, C. and Kamenidou, I. 2008. Patient satisfaction measurement for in-hospital services: a pilot study in Greece. Journal of Medical Marketing. 8 (4), pp. 325-340. https://doi.org/10.1057/jmm.2008.21
University students attitudes to mobile political communication
Mylona, I. and Priporas, C. 2008. University students attitudes to mobile political communication. International Journal of Mobile Marketing. 3 (2), pp. 54-60.
Measuring destination image and consumer choice criteria: the case of Mykonos Island
Kamenidou, I., Mamalis, S. and Priporas, C. 2009. Measuring destination image and consumer choice criteria: the case of Mykonos Island. Tourismos: an international multidisciplinary refereed journal of tourism. 4 (3), pp. 67-79.
Store choice in computer retailing: the case of home users in Greece
Theodoridis, C. and Priporas, C. 2009. Store choice in computer retailing: the case of home users in Greece. EuroMed Journal of Business. 4 (1), pp. 58-68. https://doi.org/10.1108/14502190910956693
Hotel business travellers satisfaction based on service quality: a segmentation approach in inner city five-star hotels
Kamenidou, I., Balkoulis, N. and Priporas, C. 2009. Hotel business travellers satisfaction based on service quality: a segmentation approach in inner city five-star hotels. International Journal of Leisure and Tourism Marketing. 1 (2), pp. 152-172. https://doi.org/10.1504/IJLTM.2009.026481
A model for evaluating the effectiveness of middle managers' training courses: evidence from a major banking organization in Greece
Galanou, E. and Priporas, C. 2009. A model for evaluating the effectiveness of middle managers' training courses: evidence from a major banking organization in Greece. International Journal of Training & Development. 13 (4), pp. 221-246.
Factors predicting consumers’ knowledge of spirulina health benefits
Kamenidou, I. and Priporas, C. 2010. Factors predicting consumers’ knowledge of spirulina health benefits. Journal of Food, Agriculture & Environment. 8 (1), pp. 16-20.
The effect of internal marketing on job satisfaction in health services: a pilot study in public hospitals in Northern Greece
Iliopoulos, E. and Priporas, C. 2011. The effect of internal marketing on job satisfaction in health services: a pilot study in public hospitals in Northern Greece. BMC Health Services Research. 11 (261).
Perceptions of potential postgraduate Greek business students towards UK universities, brand and brand reputation
Priporas, C. and Kamenidou, I. 2011. Perceptions of potential postgraduate Greek business students towards UK universities, brand and brand reputation. Journal of Brand Management. 18 (4/5), pp. 264-273. https://doi.org/10.1057/bm.2010.40
Qualitative findings on marketing management practices from Greek ski centers
Priporas, C., Vassiliadis, C. and Stylos, N. 2012. Qualitative findings on marketing management practices from Greek ski centers. Qualitative Market Research: An International Journal. 15 (4), pp. 385-403. https://doi.org/10.1108/13522751211257079
An analysis of visitor behaviour using time blocks: a study of ski destinations in Greece
Vassiliadis, C., Priporas, C. and Andronikidis, A. 2013. An analysis of visitor behaviour using time blocks: a study of ski destinations in Greece. Tourism Management. 34, pp. 61-70. https://doi.org/10.1016/j.tourman.2012.03.013
Mobile services: potentiality of Short Message Service as new business communication tool in attracting consumers
Priporas, C. and Mylona, I. 2008. Mobile services: potentiality of Short Message Service as new business communication tool in attracting consumers. International Journal of Mobile Communications. 6 (4), pp. 456-466.